ML4WX

Sub-seasonal to seasonal

Future seasonal surface temperature predictability with and without ARISE-stratospheric aerosol injection-1.5

Kirsten J. Mayer, Elizabeth A. Barnes, James Wilson Hurrell

Environmental Research Climate · · Colorado State University (incl. CIRA), NSF NCAR / UCAR

Paper

In one sentence. Neural networks on ARISE-SAI-1.5 simulations show that stratospheric aerosol injection changes seasonal surface temperature predictability, especially in ENSO teleconnection regions in boreal winter.

Abstract

Abstract To help reduce anthropogenic climate change impacts, various forms of solar radiation modification have been proposed to reduce the rate of warming. One method to intentionally reflect sunlight into space is through the introduction of reflective particles into the stratosphere, known as stratospheric aerosol injection (SAI). Previous research has shown that SAI implementation could lead to future climate impacts beyond surface temperature, including changes in El Niño Southern Oscillation (ENSO) variability. This response has the potential to modulate midlatitude variability and predictability through atmospheric teleconnections. Here, we explore possible differences in seasonal surface temperature predictability under a future with and without SAI implementation, using neural networks and the ARISE-SAI-1.5 simulations. We find significant future predictability changes in both boreal summer and winter under SSP2-4.5 with and without SAI. However, during boreal winter when SAI is implemented, seasonal predictability is more similar to the base climate than when SAI is not implemented, particularly in regions impacted by ENSO teleconnections.

Labels

Topic
Sub-seasonal to seasonal, Climate analysis & attribution
Type
Evaluation or intercomparison of existing models
Method
Other
Time scale
Seasonal to annual
Domain
Global
Data
CMIP / climate model output
Status
Research
Identifiers
DOI:10.1088/2752-5295/ad9b43 OpenAlex:W4405098554
Added
2026-10-22

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